This document provides an introduction to data visualization for beginners. It discusses the importance of visualizing data to tell stories and explore information. The continuum of data visualization is presented, from basic Excel charts to complex infographics. Four tips are provided for making numbers and charts more accessible: putting numbers in context, choosing the appropriate chart, simplifying visuals, and not making it difficult to find information. The document then covers chart dissection, design guidelines, and the process for successful data visualization projects.
This document provides an introduction to data visualization and tips for creating effective data visualizations. It discusses the data visualization continuum from basic Excel charts to complex infographics. It then gives four tips for making numbers and charts more accessible: putting numbers in context, choosing the appropriate chart type, simplifying visuals, and not making it difficult to find information. The document provides examples and discusses chart design, dissecting charts, and the data visualization process from beginning with data to sharing visualizations. It is intended to help beginners get started with basic data visualization.
The document provides an overview of data visualization and tips for beginners on summarizing numeric data visually. It discusses the data visualization continuum from basic Excel charts to complex infographics. It also provides guidelines for effective data visualization like keeping it simple, showing rather than telling, and using colors and fonts appropriately. Examples and steps are provided to help readers understand goals, find stories within the data, design visuals, and share results.
This document provides an introduction to data visualization for beginners. It discusses the continuum of data visualization from basic Excel charts to complex infographics. It provides tips for making data more accessible such as putting numbers in context, choosing the appropriate chart type, simplifying visuals, and not requiring too much effort to find information. Examples of chart critiques and guidelines for effective design are also presented. Resources for creation tools, tutorials, images and fonts are listed. The document encourages examining your data and thinking about how to tell stories about your library using visualization.
This document provides a beginner's guide to data visualization. It discusses the continuum of data visualization from basic Excel charts to complex infographics. It provides tips for making numbers and charts more accessible, including putting numbers in context, choosing the appropriate chart, simplifying visuals, and making information easy to find. Examples of charts are analyzed and critiqued. The document also discusses software for creating infographics and guidelines for effective design.
Mona Hughes conducted market research through an online survey to inform the target audience, style, and content of a new music magazine. She found that the majority of respondents were 15-24 year old females interested in indie, pop, or rock music. Most accessed music through streaming subscriptions rather than purchases. While 70% did not currently read music magazines, the most popular magazines among those who did were NME, Kerrang, and Q. Respondents indicated they would be attracted to a magazine because of its interesting content and would be willing to pay £1-4 for a monthly issue. This information will help Mona design a magazine that appeals to her core demographic.
This document summarizes the results of a survey about design choices for a music magazine. Key findings include:
- Red and green were the most eye-catching colors for the magazine cover.
- Respondents preferred one model on the cover rather than multiple models.
- £4 was identified as the most appropriate price point.
- Short, catchy titles were preferred for magazine names.
- R&B was the most popular music genre among respondents.
- Free concert tickets were the most attractive freebie option.
- Instagram, Snapchat and Facebook were the most used social media platforms.
- Respondents were split on preferring weekly or monthly issues.
- A single page
The document discusses using data in libraries. It introduces several presentations at a conference on needs assessment, goals, evaluation, data collection, analysis, sharing, and using data to make decisions. It then focuses on the "data trifecta" of inputs, outputs, and outcomes. Inputs refer to resources used for a program. Outputs are services and materials provided. Outcomes are the effects on participants. Considering all three provides a more complete understanding to improve programs and compare libraries. Attendees are invited to recommend projects describing how to apply the trifecta.
Controversies in type 2 diabetes mellitusPratap Tiwari
This document discusses controversies around type 2 diabetes mellitus (T2DM), including the growing global epidemic and its relationship to obesity. Weight loss through lifestyle interventions can help prevent and treat T2DM. Early insulin therapy may help preserve pancreatic beta cell function by reducing glucotoxicity and lipotoxicity, and may provide cardioprotection by helping reach glycemic targets. While weight loss can be more difficult for those with T2DM, lifestyle and medical interventions can still help manage the disease.
This document provides an introduction to data visualization and tips for creating effective data visualizations. It discusses the data visualization continuum from basic Excel charts to complex infographics. It then gives four tips for making numbers and charts more accessible: putting numbers in context, choosing the appropriate chart type, simplifying visuals, and not making it difficult to find information. The document provides examples and discusses chart design, dissecting charts, and the data visualization process from beginning with data to sharing visualizations. It is intended to help beginners get started with basic data visualization.
The document provides an overview of data visualization and tips for beginners on summarizing numeric data visually. It discusses the data visualization continuum from basic Excel charts to complex infographics. It also provides guidelines for effective data visualization like keeping it simple, showing rather than telling, and using colors and fonts appropriately. Examples and steps are provided to help readers understand goals, find stories within the data, design visuals, and share results.
This document provides an introduction to data visualization for beginners. It discusses the continuum of data visualization from basic Excel charts to complex infographics. It provides tips for making data more accessible such as putting numbers in context, choosing the appropriate chart type, simplifying visuals, and not requiring too much effort to find information. Examples of chart critiques and guidelines for effective design are also presented. Resources for creation tools, tutorials, images and fonts are listed. The document encourages examining your data and thinking about how to tell stories about your library using visualization.
This document provides a beginner's guide to data visualization. It discusses the continuum of data visualization from basic Excel charts to complex infographics. It provides tips for making numbers and charts more accessible, including putting numbers in context, choosing the appropriate chart, simplifying visuals, and making information easy to find. Examples of charts are analyzed and critiqued. The document also discusses software for creating infographics and guidelines for effective design.
Mona Hughes conducted market research through an online survey to inform the target audience, style, and content of a new music magazine. She found that the majority of respondents were 15-24 year old females interested in indie, pop, or rock music. Most accessed music through streaming subscriptions rather than purchases. While 70% did not currently read music magazines, the most popular magazines among those who did were NME, Kerrang, and Q. Respondents indicated they would be attracted to a magazine because of its interesting content and would be willing to pay £1-4 for a monthly issue. This information will help Mona design a magazine that appeals to her core demographic.
This document summarizes the results of a survey about design choices for a music magazine. Key findings include:
- Red and green were the most eye-catching colors for the magazine cover.
- Respondents preferred one model on the cover rather than multiple models.
- £4 was identified as the most appropriate price point.
- Short, catchy titles were preferred for magazine names.
- R&B was the most popular music genre among respondents.
- Free concert tickets were the most attractive freebie option.
- Instagram, Snapchat and Facebook were the most used social media platforms.
- Respondents were split on preferring weekly or monthly issues.
- A single page
The document discusses using data in libraries. It introduces several presentations at a conference on needs assessment, goals, evaluation, data collection, analysis, sharing, and using data to make decisions. It then focuses on the "data trifecta" of inputs, outputs, and outcomes. Inputs refer to resources used for a program. Outputs are services and materials provided. Outcomes are the effects on participants. Considering all three provides a more complete understanding to improve programs and compare libraries. Attendees are invited to recommend projects describing how to apply the trifecta.
Controversies in type 2 diabetes mellitusPratap Tiwari
This document discusses controversies around type 2 diabetes mellitus (T2DM), including the growing global epidemic and its relationship to obesity. Weight loss through lifestyle interventions can help prevent and treat T2DM. Early insulin therapy may help preserve pancreatic beta cell function by reducing glucotoxicity and lipotoxicity, and may provide cardioprotection by helping reach glycemic targets. While weight loss can be more difficult for those with T2DM, lifestyle and medical interventions can still help manage the disease.
The document discusses the results of a survey conducted to help design a school magazine. Key findings include:
- The majority of respondents were ages 17-18, so the magazine should focus on teenagers and older readers.
- More females responded than males, but the magazine will aim to attract all genders.
- Most respondents buy magazines weekly or monthly and would pay £1-3, so the magazine should be priced affordably.
- Popular article topics included school lunches, exams, activities and revision tips.
- Respondents preferred magazine titles related to the school and colorful designs using reds, pinks and white.
The document summarizes the results of a survey about preferences for a school magazine. It discusses each survey question and how the results will inform the creation of the magazine. The majority of respondents were ages 17-18 and female. Most purchase a magazine weekly/monthly and would pay £1-3. Popular topics included the school lunch menu, exam information, and after school activities. Respondents favored a magazine titled "The Endeavour" that was 51-60 pages long with colors of red, pink, and white. Subjects like English and advice on topics like revision and bullying would also be included.
This document discusses research methods for conducting surveys. It covers topics such as sampling, developing research questions, planning a survey, question types, and analyzing results. Some key points include:
- Sampling involves selecting a subset of a population to study. There are probability/random sampling methods and non-probability/convenience sampling methods.
- When planning a survey, researchers should consider who the respondents will be, what information they want to learn, and how to effectively collect that information.
- Questions should be clear, avoid bias and ambiguity, and not be leading. Common question types include closed-ended, open-ended, and scales.
- Analyzing results includes calculating the margin of error to determine accuracy based
How The Library Meets The Needs Of Parentseliseblas
The document summarizes research conducted by several libraries to understand how they can better meet the needs of parents with young children. Surveys and focus groups provided insights such as parents valuing storytime programs and enjoying sharing the library experience with their kids. Suggestions were made to promote early literacy resources for parents and provide additional programming options tailored for different age groups.
The survey gathered information about the interests and preferences of the target demographic of 16-25 year olds. 47 responses were received total, with 43 respondents being within the target age range. The majority of respondents were female (85.1%) and interested in reading Cosmopolitan magazine (70.2%). Most respondents said they use social media to keep up with news and current issues (57.4%) and would prefer to read mainstream magazines over niche publications (66%). Price was also a consideration, with most willing to pay £1-£1.50 (48.9%). A variety of topics including beauty, culture and news would appeal to the fun-loving readership.
The document outlines 9 information literacy standards for students that focus on accessing, evaluating, using, and applying information efficiently and independently. It also describes the 6 steps of the "Big6" information seeking model: task definition, information seeking strategies, location and access, use of information, synthesis, and evaluation. Examples are provided for how the Big6 model can be applied to different subject areas and lessons.
The document provides an overview of activities at Clarksburg High School's (CHS) Media Center during the first quarter of fiscal year 2014 (August-October 2013). It summarizes that the Media Specialist's roles are primarily as a teacher (70%) and instructional partner (5%), with other duties including information specialist, program administrator, and technology support. It introduces the new Media Assistant Martha Mossberg and highlights instructional focuses in the Media Center, materials circulation and usage statistics, professional development opportunities for staff, and support for the CHS Book Club.
The document discusses communicating in a diverse world and improving intercultural communication skills. It covers topics like defining culture and cultural bias, recognizing cultural differences, adapting to other business cultures, and developing cultural competency. The chapter emphasizes respecting different communication styles, studying other cultures, using clear writing, and seeking to understand various perspectives.
The document discusses the results of a questionnaire given to students at a mixed school to help determine the focus and content of a new school magazine. It was found that the majority of respondents were female, in 6th form, and had not read the existing school magazine. Most students preferred a magazine that was published monthly and included school events, news, and career guidance. Bagel Bean and Subway were the most popular voucher options to include. The conclusions were that the magazine should be aimed at 6th formers, published monthly, and include content like school events as well as vouchers for popular food establishments.
School Magazine Questionnaire – EvaluationSundasBostan
The document summarizes the results of a questionnaire given to students and teachers to help design a school magazine. Most respondents said they read magazines monthly rather than weekly. Topics of interest included after-school clubs, subject revision, and upcoming trips. Respondents preferred the school colors of red, green and yellow for the magazine's color scheme. They also favored a balance of images and text, with mid-shot photos at a medium size. While some would only read it if free, others said they would pay 10-30p for the magazine.
Companion slides to the April 2022 webinar "Where Did You Get That Book" from the Freckle Project. See https://www.everylibraryinstitute.org/freckle_project_surveys_reports for more information and other webinars.
1) Media usage has increased during the coronavirus pandemic, with 40% of respondents using the internet more frequently and 36% watching more TV.
2) News media has seen a major boost in consumption, with people seeking information on the coronavirus multiple times a day, especially older respondents over 60 years old.
3) While traditional news sources like television and official websites are most trusted, there is a split opinion on whether companies should use their public awareness to help or are exploiting the crisis.
The document provides an introduction to studying sociology at Worthing College. It explains that sociology is the study of human interaction and society through the use of research methods and theories. In the first year of study, students will learn about key topics like education, crime, and beliefs. They will also learn how sociologists develop theories to explain human behavior and social patterns through collecting quantitative and qualitative data using methods like questionnaires, interviews, and experiments. The tasks in the document guide students to conduct their own small research study on factors that may influence differences in educational achievement between boys and girls.
In-depth research for Opelika High School Theatre Department's attendance rates for live shows. Research showed ways to improve attendance in the audience through campaigning strategies using social media.
The webinar reviewed the major findings of the Australian Kids and Family Reading report and explored some of the implications for Primary and Secondary schools. The report was based on a national survey of children and parents and explored their reading attitudes and behaviour around reading books for fun.
Persuasive Essay Topics About TechnologyRosa Williams
The document discusses the history and role of public relations in higher education institutions in Ghana, using the University of Education, Winneba as a case study. It defines public relations as a thoughtful communication process aimed at building favorable public opinion and support through concrete actions rather than chance. While public relations is important for any organization's communication, the practice has suffered from misuse and lack of understanding from both practitioners and the publics they serve. The document argues that public relations must be properly understood and appreciated by management, publics, and practitioners for its full benefits to be realized in Ghanaian universities and society.
The document summarizes the results of a market research survey conducted to inform the creation of a new music magazine. Key findings include:
- The majority (43%) of respondents were between 15-19 years old.
- Respondents were both male and female.
- Most (60%) respondents were college students.
- Metal/rock was the preferred music genre.
- YouTube and band/artist websites were most commonly used to find new music and get news/gig information.
- Magazines are typically read or purchased once every two weeks.
- A dark color scheme was the preferred magazine design.
The principal's letter welcomes parents and provides information about the school year. It emphasizes that the school is committed to providing high-quality teachers through professional development. It encourages parents to communicate with teachers to help students succeed academically. Various events and activities are announced, including kindergarten registration and upcoming state testing.
The document summarizes research on developing an information literacy framework for teachers and students in North Ayrshire, Scotland. It outlines the goals of establishing common terminology around information literacy skills, a framework for observing these skills, and the subsequent development of the North Ayrshire Information Literacy Toolkit. Key findings from observing students revealed weaknesses in defining problems and questions, refining research, and critically analyzing information. The toolkit aims to help primary students develop lifelong skills in identifying, locating, evaluating, organizing and using information effectively.
The document provides information for developing a communication strategy for the Faculty of Humanities at the University of Johannesburg. It includes an agenda with topics like objectives, target audience, research findings, and proposed strategy. The target audience is identified as potential undergraduate students currently in Grade 9. Research found lack of knowledge about what humanities is and low social media following. Two audience archetypes were developed: "Struggle star" who is ambitious and focused on success, and "Discount socialite" who is social media-focused and seeks immediate gratification.
This document provides an introduction to outcome-based evaluation for libraries. It explains that outcome-based evaluation focuses on measuring the impact or difference a program or service has, beyond just outputs like attendance. The key aspects are identifying inputs, outputs, and outcomes, and developing indicators to measure outcomes. Examples are given of indicators for increased reading enjoyment or digital literacy. The data can then be used for strategic planning, management, and communication to demonstrate impact and ways to improve services.
This document discusses outcome-based evaluation and provides examples of inputs, outputs, and outcomes for library programs. It defines inputs as resources used for a program, outputs as activities and participation levels, and outcomes as the effects on participants. Examples of each are given for children's reading programs, including funds spent, number of participants, and improved reading skills. The document encourages libraries to identify their own "data trifecta" of inputs, outputs, and outcomes and provides activities to help do so. It also discusses using outcome data for strategic planning, management, and communication.
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Similar to PLA 2016 - Data Visualization for the Rest of Us: A Beginner's Guide
The document discusses the results of a survey conducted to help design a school magazine. Key findings include:
- The majority of respondents were ages 17-18, so the magazine should focus on teenagers and older readers.
- More females responded than males, but the magazine will aim to attract all genders.
- Most respondents buy magazines weekly or monthly and would pay £1-3, so the magazine should be priced affordably.
- Popular article topics included school lunches, exams, activities and revision tips.
- Respondents preferred magazine titles related to the school and colorful designs using reds, pinks and white.
The document summarizes the results of a survey about preferences for a school magazine. It discusses each survey question and how the results will inform the creation of the magazine. The majority of respondents were ages 17-18 and female. Most purchase a magazine weekly/monthly and would pay £1-3. Popular topics included the school lunch menu, exam information, and after school activities. Respondents favored a magazine titled "The Endeavour" that was 51-60 pages long with colors of red, pink, and white. Subjects like English and advice on topics like revision and bullying would also be included.
This document discusses research methods for conducting surveys. It covers topics such as sampling, developing research questions, planning a survey, question types, and analyzing results. Some key points include:
- Sampling involves selecting a subset of a population to study. There are probability/random sampling methods and non-probability/convenience sampling methods.
- When planning a survey, researchers should consider who the respondents will be, what information they want to learn, and how to effectively collect that information.
- Questions should be clear, avoid bias and ambiguity, and not be leading. Common question types include closed-ended, open-ended, and scales.
- Analyzing results includes calculating the margin of error to determine accuracy based
How The Library Meets The Needs Of Parentseliseblas
The document summarizes research conducted by several libraries to understand how they can better meet the needs of parents with young children. Surveys and focus groups provided insights such as parents valuing storytime programs and enjoying sharing the library experience with their kids. Suggestions were made to promote early literacy resources for parents and provide additional programming options tailored for different age groups.
The survey gathered information about the interests and preferences of the target demographic of 16-25 year olds. 47 responses were received total, with 43 respondents being within the target age range. The majority of respondents were female (85.1%) and interested in reading Cosmopolitan magazine (70.2%). Most respondents said they use social media to keep up with news and current issues (57.4%) and would prefer to read mainstream magazines over niche publications (66%). Price was also a consideration, with most willing to pay £1-£1.50 (48.9%). A variety of topics including beauty, culture and news would appeal to the fun-loving readership.
The document outlines 9 information literacy standards for students that focus on accessing, evaluating, using, and applying information efficiently and independently. It also describes the 6 steps of the "Big6" information seeking model: task definition, information seeking strategies, location and access, use of information, synthesis, and evaluation. Examples are provided for how the Big6 model can be applied to different subject areas and lessons.
The document provides an overview of activities at Clarksburg High School's (CHS) Media Center during the first quarter of fiscal year 2014 (August-October 2013). It summarizes that the Media Specialist's roles are primarily as a teacher (70%) and instructional partner (5%), with other duties including information specialist, program administrator, and technology support. It introduces the new Media Assistant Martha Mossberg and highlights instructional focuses in the Media Center, materials circulation and usage statistics, professional development opportunities for staff, and support for the CHS Book Club.
The document discusses communicating in a diverse world and improving intercultural communication skills. It covers topics like defining culture and cultural bias, recognizing cultural differences, adapting to other business cultures, and developing cultural competency. The chapter emphasizes respecting different communication styles, studying other cultures, using clear writing, and seeking to understand various perspectives.
The document discusses the results of a questionnaire given to students at a mixed school to help determine the focus and content of a new school magazine. It was found that the majority of respondents were female, in 6th form, and had not read the existing school magazine. Most students preferred a magazine that was published monthly and included school events, news, and career guidance. Bagel Bean and Subway were the most popular voucher options to include. The conclusions were that the magazine should be aimed at 6th formers, published monthly, and include content like school events as well as vouchers for popular food establishments.
School Magazine Questionnaire – EvaluationSundasBostan
The document summarizes the results of a questionnaire given to students and teachers to help design a school magazine. Most respondents said they read magazines monthly rather than weekly. Topics of interest included after-school clubs, subject revision, and upcoming trips. Respondents preferred the school colors of red, green and yellow for the magazine's color scheme. They also favored a balance of images and text, with mid-shot photos at a medium size. While some would only read it if free, others said they would pay 10-30p for the magazine.
Companion slides to the April 2022 webinar "Where Did You Get That Book" from the Freckle Project. See https://www.everylibraryinstitute.org/freckle_project_surveys_reports for more information and other webinars.
1) Media usage has increased during the coronavirus pandemic, with 40% of respondents using the internet more frequently and 36% watching more TV.
2) News media has seen a major boost in consumption, with people seeking information on the coronavirus multiple times a day, especially older respondents over 60 years old.
3) While traditional news sources like television and official websites are most trusted, there is a split opinion on whether companies should use their public awareness to help or are exploiting the crisis.
The document provides an introduction to studying sociology at Worthing College. It explains that sociology is the study of human interaction and society through the use of research methods and theories. In the first year of study, students will learn about key topics like education, crime, and beliefs. They will also learn how sociologists develop theories to explain human behavior and social patterns through collecting quantitative and qualitative data using methods like questionnaires, interviews, and experiments. The tasks in the document guide students to conduct their own small research study on factors that may influence differences in educational achievement between boys and girls.
In-depth research for Opelika High School Theatre Department's attendance rates for live shows. Research showed ways to improve attendance in the audience through campaigning strategies using social media.
The webinar reviewed the major findings of the Australian Kids and Family Reading report and explored some of the implications for Primary and Secondary schools. The report was based on a national survey of children and parents and explored their reading attitudes and behaviour around reading books for fun.
Persuasive Essay Topics About TechnologyRosa Williams
The document discusses the history and role of public relations in higher education institutions in Ghana, using the University of Education, Winneba as a case study. It defines public relations as a thoughtful communication process aimed at building favorable public opinion and support through concrete actions rather than chance. While public relations is important for any organization's communication, the practice has suffered from misuse and lack of understanding from both practitioners and the publics they serve. The document argues that public relations must be properly understood and appreciated by management, publics, and practitioners for its full benefits to be realized in Ghanaian universities and society.
The document summarizes the results of a market research survey conducted to inform the creation of a new music magazine. Key findings include:
- The majority (43%) of respondents were between 15-19 years old.
- Respondents were both male and female.
- Most (60%) respondents were college students.
- Metal/rock was the preferred music genre.
- YouTube and band/artist websites were most commonly used to find new music and get news/gig information.
- Magazines are typically read or purchased once every two weeks.
- A dark color scheme was the preferred magazine design.
The principal's letter welcomes parents and provides information about the school year. It emphasizes that the school is committed to providing high-quality teachers through professional development. It encourages parents to communicate with teachers to help students succeed academically. Various events and activities are announced, including kindergarten registration and upcoming state testing.
The document summarizes research on developing an information literacy framework for teachers and students in North Ayrshire, Scotland. It outlines the goals of establishing common terminology around information literacy skills, a framework for observing these skills, and the subsequent development of the North Ayrshire Information Literacy Toolkit. Key findings from observing students revealed weaknesses in defining problems and questions, refining research, and critically analyzing information. The toolkit aims to help primary students develop lifelong skills in identifying, locating, evaluating, organizing and using information effectively.
The document provides information for developing a communication strategy for the Faculty of Humanities at the University of Johannesburg. It includes an agenda with topics like objectives, target audience, research findings, and proposed strategy. The target audience is identified as potential undergraduate students currently in Grade 9. Research found lack of knowledge about what humanities is and low social media following. Two audience archetypes were developed: "Struggle star" who is ambitious and focused on success, and "Discount socialite" who is social media-focused and seeks immediate gratification.
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This document provides an introduction to outcome-based evaluation for libraries. It explains that outcome-based evaluation focuses on measuring the impact or difference a program or service has, beyond just outputs like attendance. The key aspects are identifying inputs, outputs, and outcomes, and developing indicators to measure outcomes. Examples are given of indicators for increased reading enjoyment or digital literacy. The data can then be used for strategic planning, management, and communication to demonstrate impact and ways to improve services.
This document discusses outcome-based evaluation and provides examples of inputs, outputs, and outcomes for library programs. It defines inputs as resources used for a program, outputs as activities and participation levels, and outcomes as the effects on participants. Examples of each are given for children's reading programs, including funds spent, number of participants, and improved reading skills. The document encourages libraries to identify their own "data trifecta" of inputs, outputs, and outcomes and provides activities to help do so. It also discusses using outcome data for strategic planning, management, and communication.
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We will explore Vertex AI - Model Garden powered experiences, we are going to learn more about the integration of these generative AI APIs. We are going to see in action what the Gemini family of generative models are for developers to build and deploy AI-driven applications. Vertex AI includes a suite of foundation models, these are referred to as the PaLM and Gemini family of generative ai models, and they come in different versions. We are going to cover how to use via API to: - execute prompts in text and chat - cover multimodal use cases with image prompts. - finetune and distill to improve knowledge domains - run function calls with foundation models to optimize them for specific tasks. At the end of the session, developers will understand how to innovate with generative AI and develop apps using the generative ai industry trends.
Introduction to Jio Cinema**:
- Brief overview of Jio Cinema as a streaming platform.
- Its significance in the Indian market.
- Introduction to retention and engagement strategies in the streaming industry.
2. **Understanding Retention and Engagement**:
- Define retention and engagement in the context of streaming platforms.
- Importance of retaining users in a competitive market.
- Key metrics used to measure retention and engagement.
3. **Jio Cinema's Content Strategy**:
- Analysis of the content library offered by Jio Cinema.
- Focus on exclusive content, originals, and partnerships.
- Catering to diverse audience preferences (regional, genre-specific, etc.).
- User-generated content and interactive features.
4. **Personalization and Recommendation Algorithms**:
- How Jio Cinema leverages user data for personalized recommendations.
- Algorithmic strategies for suggesting content based on user preferences, viewing history, and behavior.
- Dynamic content curation to keep users engaged.
5. **User Experience and Interface Design**:
- Evaluation of Jio Cinema's user interface (UI) and user experience (UX).
- Accessibility features and device compatibility.
- Seamless navigation and search functionality.
- Integration with other Jio services.
6. **Community Building and Social Features**:
- Strategies for fostering a sense of community among users.
- User reviews, ratings, and comments.
- Social sharing and engagement features.
- Interactive events and campaigns.
7. **Retention through Loyalty Programs and Incentives**:
- Overview of loyalty programs and rewards offered by Jio Cinema.
- Subscription plans and benefits.
- Promotional offers, discounts, and partnerships.
- Gamification elements to encourage continued usage.
8. **Customer Support and Feedback Mechanisms**:
- Analysis of Jio Cinema's customer support infrastructure.
- Channels for user feedback and suggestions.
- Handling of user complaints and queries.
- Continuous improvement based on user feedback.
9. **Multichannel Engagement Strategies**:
- Utilization of multiple channels for user engagement (email, push notifications, SMS, etc.).
- Targeted marketing campaigns and promotions.
- Cross-promotion with other Jio services and partnerships.
- Integration with social media platforms.
10. **Data Analytics and Iterative Improvement**:
- Role of data analytics in understanding user behavior and preferences.
- A/B testing and experimentation to optimize engagement strategies.
- Iterative improvement based on data-driven insights.
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According to Ipsos AI Monitor's 2024 report, 65% Indians said that products and services using AI have profoundly changed their daily life in the past 3-5 years.
End-to-end pipeline agility - Berlin Buzzwords 2024Lars Albertsson
We describe how we achieve high change agility in data engineering by eliminating the fear of breaking downstream data pipelines through end-to-end pipeline testing, and by using schema metaprogramming to safely eliminate boilerplate involved in changes that affect whole pipelines.
A quick poll on agility in changing pipelines from end to end indicated a huge span in capabilities. For the question "How long time does it take for all downstream pipelines to be adapted to an upstream change," the median response was 6 months, but some respondents could do it in less than a day. When quantitative data engineering differences between the best and worst are measured, the span is often 100x-1000x, sometimes even more.
A long time ago, we suffered at Spotify from fear of changing pipelines due to not knowing what the impact might be downstream. We made plans for a technical solution to test pipelines end-to-end to mitigate that fear, but the effort failed for cultural reasons. We eventually solved this challenge, but in a different context. In this presentation we will describe how we test full pipelines effectively by manipulating workflow orchestration, which enables us to make changes in pipelines without fear of breaking downstream.
Making schema changes that affect many jobs also involves a lot of toil and boilerplate. Using schema-on-read mitigates some of it, but has drawbacks since it makes it more difficult to detect errors early. We will describe how we have rejected this tradeoff by applying schema metaprogramming, eliminating boilerplate but keeping the protection of static typing, thereby further improving agility to quickly modify data pipelines without fear.
Codeless Generative AI Pipelines
(GenAI with Milvus)
https://ml.dssconf.pl/user.html#!/lecture/DSSML24-041a/rate
Discover the potential of real-time streaming in the context of GenAI as we delve into the intricacies of Apache NiFi and its capabilities. Learn how this tool can significantly simplify the data engineering workflow for GenAI applications, allowing you to focus on the creative aspects rather than the technical complexities. I will guide you through practical examples and use cases, showing the impact of automation on prompt building. From data ingestion to transformation and delivery, witness how Apache NiFi streamlines the entire pipeline, ensuring a smooth and hassle-free experience.
Timothy Spann
https://www.youtube.com/@FLaNK-Stack
https://medium.com/@tspann
https://www.datainmotion.dev/
milvus, unstructured data, vector database, zilliz, cloud, vectors, python, deep learning, generative ai, genai, nifi, kafka, flink, streaming, iot, edge
PLA 2016 - Data Visualization for the Rest of Us: A Beginner's Guide
1. DATA VISUALIZATION
FOR THE REST OF US:
A BEGINNER’S GUIDE
Linda Hofschire | @lindahofschire
Library Research Service, Colorado State Library
Zeth Lietzau | @zeth
Denver Public Library
6. Stories are how numbers talk to people.
-Thomas Davenport
By visualizing information, we turn it into a
landscape that you can explore with your
eyes, a sort of information map. And when
you’re lost in information, an information
map is kind of useful.
―David McCandless
Numbers have an important story
to tell. They rely on you to give
them a clear and convincing voice.
―Stephen Few
7. The Data Visualization Continuum
Excel chart/
number art in a
report or
presentation
Complex infographic
that includes a variety
of visual elements
8.
9.
10. The Data Visualization Continuum
Excel chart/
number art in a
report or
presentation
Complex infographic
that includes a variety
of visual elements
Where are you on the continuum?
18. 4. DON’T MAKE PEOPLE WORK TOO
HARD TO FIND INFORMATION
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
<10k 10k-24,999 25k-99,999 100k-499,999 500k+
PercentageofLibraries
Population Group
Percentage of U.S. Public Libraries with Text, Chat, and
Email Reference, 2014
Text Chat Email
19. 2%
11% 14%
21%
67%
9%
26% 28%
43%
100%
25% 26%
48%
75%
100%
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
<10k 10k-24,999 25k-99,999 100k-499,999 500k+
PercentageofLibraries
Population Group
Percentage of U.S. Public Libraries with Text, Chat, and
Email Reference, 2014
Text Chat Email
4. DON’T MAKE PEOPLE WORK TOO
HARD TO FIND INFORMATION
21. 49.32% 49.13%
54.05%
59.28% 57.71%
60.39%61.22%
59.01%
61.86%
0%
10%
20%
30%
40%
50%
60%
70%
My child's enjoyment of reading
increased
My child's reading skills
increased
My child's reading by choice
increased
Chart 3
Percentages of Survey Respondents Indicating Their Child's
Enjoyment of Reading, Reading Skills, and Reading by Choice
Increased after Participating in Summer Reading
All survey respondents
Parents of children ages 4-6
Families participating in summer reading for the first time
22. 49.32% 49.13%
54.05%
59.28% 57.71%
60.39%61.22%
59.01%
61.86%
0%
10%
20%
30%
40%
50%
60%
70%
My child's enjoyment of reading
increased
My child's reading skills
increased
My child's reading by choice
increased
Chart 3
Percentages of Survey Respondents Indicating Their Child's
Enjoyment of Reading, Reading Skills, and Reading by Choice
Increased after Participating in Summer Reading
All survey respondents
Parents of children ages 4-6
Families participating in summer reading for the first time
*
23. 49.32% 49.13%
54.05%
59.28% 57.71%
60.39%61.22%
59.01%
61.86%
0.00%
10.00%
20.00%
30.00%
40.00%
50.00%
60.00%
70.00%
My child's enjoyment of reading
increased
My child's reading skills
increased
My child's reading by choice
increased
Chart 3
Percentages of Survey Respondents Indicating Their Child's
Enjoyment of Reading, Reading Skills, and Reading by Choice
Increased after Participating in Summer Reading
All survey respondents
Parents of children ages 4-6
Families participating in summer reading for the first time
24. 49.32% 49.13%
54.05%
59.28% 57.71%
60.39%61.22%
59.01%
61.86%
0.00%
10.00%
20.00%
30.00%
40.00%
50.00%
60.00%
70.00%
My child's enjoyment of reading
increased
My child's reading skills
increased
My child's reading by choice
increased
Chart 3
Percentages of Survey Respondents Indicating Their Child's
Enjoyment of Reading, Reading Skills, and Reading by Choice
Increased after Participating in Summer Reading
All survey respondents
Parents of children ages 4-6
Families participating in summer reading for the first time
25. 49.32% 49.13%
54.05%
59.28% 57.71%
60.39%61.22%
59.01%
61.86%
0.00%
10.00%
20.00%
30.00%
40.00%
50.00%
60.00%
70.00%
My child's enjoyment of reading
increased
My child's reading skills
increased
My child's reading by choice
increased
Chart 3
Percentages of Survey Respondents Indicating Their Child's
Enjoyment of Reading, Reading Skills, and Reading by Choice
Increased after Participating in Summer Reading
All survey respondents
Parents of children ages 4-6
Families participating in summer reading for the first time
*
26. 49.32% 49.13%
54.05%
59.28% 57.71%
60.39%61.22%
59.01%
61.86%
0.00%
10.00%
20.00%
30.00%
40.00%
50.00%
60.00%
70.00%
My child's enjoyment of reading
increased
My child's reading skills
increased
My child's reading by choice
increased
Chart 3
Percentages of Survey Respondents Indicating Their Child's
Enjoyment of Reading, Reading Skills, and Reading by Choice
Increased after Participating in Summer Reading
All survey respondents
Parents of children ages 4-6
Families participating in summer reading for the first time
27. 49.32% 49.13%
54.05%
59.28% 57.71%
60.39%61.22%
59.01%
61.86%
0.00%
10.00%
20.00%
30.00%
40.00%
50.00%
60.00%
70.00%
My child's enjoyment of reading
increased
My child's reading skills
increased
My child's reading by choice
increased
Chart 3
Percentages of Survey Respondents Indicating Their Child's
Enjoyment of Reading, Reading Skills, and Reading by Choice
Increased after Participating in Summer Reading
All survey respondents
Parents of children ages 4-6
Families participating in summer reading for the first time
Color
28. 49% 49%
54%
59%
58%
60%61%
59%
62%
0%
10%
20%
30%
40%
50%
60%
70%
My child's enjoyment of
reading increased
My child's reading skills
increased
My child's reading by
choice increased
The impact of summer reading was particularly pronounced for families
participating in the program for the first time and children ages 4-6:
All survey respondents Parents of children ages 4-6 Families participating in summer
reading for the first time
29. 49.32% 49.13%
54.05%
59.28% 57.71%
60.39%61.22%
59.01%
61.86%
0%
10%
20%
30%
40%
50%
60%
70%
My child's enjoyment of reading
increased
My child's reading skills
increased
My child's reading by choice
increased
Chart 3
Percentages of Survey Respondents Indicating Their Child's
Enjoyment of Reading, Reading Skills, and Reading by Choice
Increased after Participating in Summer Reading
All survey respondents
Parents of children ages 4-6
Families participating in summer reading for the first time
32. 10%
25%
27%
29%
30%
32%
34%
51%
0% 10% 20% 30% 40% 50% 60%
Entrepreneurship
Employment
Education
eGovernment
Health & wellness
eCommerce
Civic engagement
Social networking
Using technology to stay in touch with family and friends and maintain
social networks was the most popular activity on Rock Creek Public
Library computers.
33.
34. The percentages of Stony Brook Public Library computer users accomplishing
work-related tasks have increased steadily since 2013.
35.
36. About half of Boulder Bay Public Library computer users are white,
and more than 1 in 4 are Hispanic or Latino.
47. STEPS FOR SUCCESS
1. Begin with numbers
2. Understand your goals
and audience
3. Find your story
4. Design, refine,
repurpose
5. Share
48. SUMMER READING SURVEY
49%
49%
54%
0% 20% 40% 60%
My child's enjoyment of
reading increased
My child's reading by
choice increased
My child's reading skills
increased
After participating in summer reading...
49. STEPS FOR SUCCESS
1. Begin with numbers
2. Understand your goals
and audience
3. Establish your approach
4. Design, refine, repurpose
5. Share
51. Each year, Colorado public libraries offer
engaging summer reading programs to
encourage children and teens to read for
fun and to prevent summer learning loss…
GOALS AND AUDIENCE
52. STEPS FOR SUCCESS
1. Begin with numbers
2. Understand your goals
and audience
3. Find your story
4. Design, refine, repurpose
5. Share
53. WHAT’S THE STORY?
49%
49%
54%
0% 20% 40% 60%
My child's enjoyment of
reading increased
My child's reading by
choice increased
My child's reading skills
increased
After participating in summer reading...
56. 49%
59%
61%
All survey respondents
Parents of children ages 4-6
Families participating in summer
reading for the first time
My child’s enjoyment of reading increased
WHAT’S THE STORY?
57. 49%
59%
59%
All survey respondents
Parents of children ages 4-6
Families participating in summer
reading for the first time
My child’s reading skills increased
WHAT’S THE STORY?
58. WHAT’S THE STORY?
54%
60%
61%
All survey respondents
Families participating in summer
reading for the first time
Parents of children ages 4-6
My child’s reading by choice increased
59. STEPS FOR SUCCESS
1. Begin with numbers
2. Understand your goals
and audience
3. Find your story
4. Design, refine,
repurpose
5. Share
83. ACTION ITEMS
1. Perform a chart dissection.
2. Take a data inventory. What are you
currently collecting?
3. Think about the stories you want to tell
about your library. Do you have the data
to tell those stories?
Government Accountability Office report: Program Evaluation: Improving the Flow of Information to Congress
https://www.youtube.com/watch?v=_jEnD_GH97o
Chart example without data labels
Chart example without data labels
or use data that is visual by nature (charts, maps, etc.)
use imagery to illustrate the data, (use imagery in place of traditional charts)
Does your data tell a visual story (use imagery to enhance communicating data that is not visual in nature)
Cohesive story
Breaking down step by step
Cohesive story
Breaking down step by step
Cohesive story
Breaking down step by step
Cohesive story
Breaking down step by step
Cohesive story
Breaking down step by step
- technology classes at our flagship location
- anecdotal evidence that people were coming from all over
- wanted to be able to prove that we should be providing these classes elsewhere
- technology classes at our flagship location
- anecdotal evidence that people were coming from all over
- started asking for zip codes
Export zipcode data from surveymonkey
Remove duplicates
Excel -> Data -> Data tools -> Remove Duplicates
Google -> Unique (A:A) function
Use excel or Google Docs to do a quick count (function shown)
Sort, determine ranges
This was a google search away - "Denver Zip Code Map"
Use whatever program you want – Photoshop, Gimp, Paint and start coloring
Final result
Have used internally to push for more classes at some locations, and determine locations
Have used externally to talk about